Identifying mislabeling of Labeling Functions on DomainNet real
98.6APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 98.6 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 95.9 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 94.2 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 85.4 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 81.3 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 72.3 | |
| KNNLabeling Model=MV2022.05 | 71.1 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 67.1 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 58 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 55 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 47.6 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 46.2 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 44.9 | |
| Labeling ModelLabeling Model=MV2022.05 | 44.7 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 44.5 | |
| End ModelLabeling Model=MV2022.05 | 41.7 | |
| Labeling ModelLabeling Model=DS2022.05 | 41.7 | |
| End ModelLabeling Model=DS2022.05 | 41.7 | |
| End ModelLabeling Model=Snorkel2022.05 | 41.7 |